Yaoliang Yu  —  Publications by Year

@inproceedings{GuanYZ07,
  title 	    = {A Novel Facial Feature Point Localization Method on 3D Faces},
  author 	    = {P. Guan and Y. Yu and L. Zhang},
  booktitle   = {{IEEE} Conference on Image Processing ({ICIP})},
  year 		    = {2007},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/icip07.pdf},  
  keyword     = {2007},
}	



%\item \textit{A Conditional Value-at-Risk Approach for Uncertain Markov Decision Processes}\\[0.5ex]
%\small{\textbf{Yaoliang Yu}, Csaba Szepesv\'ari, Yuxi Li, and Dale Schuurmans}\\[0.5ex]
%Multidisciplinary Symposium on Reinforcement Learning, 2009
%
%\item \textit{Online TD(1) Meets Offline Monte Carlo}\\[0.5ex]
%\small{\textbf{Yaoliang Yu}, Yongjian Zhang, and Csaba Szepesv\'ari}\\[0.5ex]
%Multidisciplinary Symposium on Reinforcement Learning, 2009

@inproceedings{YuLSS09,
  title 	    = {A General Projection Property for Distribution Families},
  author 	    = {Yao-Liang Yu and Y. Li and D. Schuurmans and C. Szepesv\'ari},
  booktitle   = {Advances in Neural Information Processing Systems ({NIPS})},
  year 		    = {2009},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/nips09.pdf},    
  keyword     = {2009},
}	

@inproceedings{YuYXWS10,
  title 	    = {Relaxed Clipping: A Global Training Method for Robust Regression and Classification},
  author 	    = {Y. Yu and M. Yang and L. Xu and M. White and D. Schuurmans},
  booktitle   = {Advances in Neural Information Processing Systems ({NIPS})},
  year 		    = {2010},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/nips10.pdf},
  keyword     = {2010},  
}

@inproceedings{YuSchuurmans11,
  title 	    = {Rank/Norm Regularization with Closed-Form Solutions: Application to Subspace Clustering},
  author 	    = {Yao-Liang Yu and D. Schuurmans},
  booktitle   = {Conference on Uncertainty in Artificial Intelligence ({UAI})},
  year 		    = {2011},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/uai11.pdf},
  keyword     = {2011},  
}

@inproceedings{ZhangYWHS11,
  title       = {Convex Sparse Coding, Subspace Learning, and Semi-Supervised Extensions},
  author      = {X. Zhang and Y. Yu and M. White and R. Huang and D. Schuurmans},
  booktitle   = {Association for the Advancement of Artificial Intelligence {(AAAI)}},
  year        = {2011},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/aaai11.pdf},  
  keyword     = {2011},  
}

@article{YuJZ11,
  title		    = {Distance Metric Learning by Minimal Distance Maximization},
  author      = {Yao-Liang Yu and J. Jiang and L. Zhang},  
  journal     = {Pattern Recognition},
  volume	    = {44},
  pages		    = {639--649},
  year		    = {2011},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/pr11.pdf},  
  keyword     = {2011},  
}	

@inproceedings{ZhangYS12,
  title 	    = {Accelerated Training for Matrix-Norm Regularization: A Boosting Approach},
  author 	    = {X. Zhang and Y. Yu and D. Schuurmans},
  booktitle   = {Advances in Neural Information Processing Systems ({NIPS})},
  year 		    = {2012},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/nips12c.pdf},  
  keyword     = {2012},  
}

@inproceedings{WhiteYZS12,
  title 	    = {Convex Multi-view Subspace Learning},
  author 	    = {M. White and Y. Yu and X. Zhang and D. Schuurmans},
  booktitle   = {Advances in Neural Information Processing Systems ({NIPS})},
  year 		    = {2012},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/nips12b.pdf},  
  keyword     = {2012},  
}

@inproceedings{YuAS12,
  title 	    = {A Polynomial-time Form of Robust Regression},
  author 	    = {Y. Yu and \"O. Aslan and D. Schuurmans},
  booktitle   = {Advances in Neural Information Processing Systems ({NIPS})},
  year 		    = {2012},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/nips12a.pdf},  
  keyword     = {2012},  
}

@inproceedings{YuNKZS12,
  title       = {Regularizers versus Losses for Nonlinear Dimensionality Reduction},
  author 	    = {Y. Yu and J. Neufeld and R. Kiros and X. Zhang and D. Schuurmans},
  booktitle   = {International Conference on Machine Learning ({ICML})},
  year 		    = {2012},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/icml12b.pdf},   
  keyword     = {2012},  
}

@inproceedings{YuSzepesvari12,
  title 	    = {Analysis of Kernel Mean Matching under Covariate Shift},
  author 	    = {Yao-Liang Yu and C. Szepesv\'ari},
  booktitle   = {International Conference on Machine Learning ({ICML})},
  year 		    = {2012},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/icml12a.pdf},  
  keyword     = {2012},  
}

@inproceedings{Yu13b,
  title       = {Better Approximation and Faster Algorithm Using the Proximal Average},
  author      = {Yao-Liang Yu},
  booktitle   = {Advances in Neural Information Processing Systems ({NIPS})},
  year 		    = {2013},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/nips13b.pdf},  
  keyword     = {2013},  
}

@inproceedings{Yu13a,
  title       = {On Decomposing the Proximal Map},
  author      = {Yao-Liang Yu},
  booktitle   = {Advances in Neural Information Processing Systems ({NIPS})},
  year 		    = {2013},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/nips13a.pdf},  
  keyword     = {2013},
}

@inproceedings{ZhangYS13,
  title       = {Polar Operators for Structured Sparse Estimation},
  author      = {X. Zhang and Y. Yu and D. Schuurmans},
  booktitle   = {Advances in Neural Information Processing Systems ({NIPS})},
  year 		    = {2013},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/nips13c.pdf},  
  keyword     = {2013},  
}

@inproceedings{YuCSS13,
  title       = {Characterizing the Representer Theorem},
  author      = {Yao-Liang Yu and H. Cheng and D. Schuurmans and C. Szepesv\'ari},
  booktitle   = {International Conference on Machine Learning ({ICML})},
  year 		    = {2013},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/icml13.pdf},  
  keyword     = {2013},  
}

@inproceedings{YuMYCS14,
  title       = {Efficient Structured Matrix Rank Minimization},
  author      = {A. Yu and W. Ma and Y. Yu and J. Carbonell and S. Sra},
  booktitle   = {Advances in Neural Information Processing Systems {(NIPS)}},  
  year        = {2014},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/nips14.pdf},  
  keyword     = {2014},  
}  

@article{Xingetal15, 
  title       = {Petuum: A New Platform for Distributed Machine Learning on Big Data},
  author      = {E. Xing and Ho, Q. and Dai, W. and Kim, J. and Wei, J. and Lee, S. and Zheng, X. and Xie, P. and Kumar, A. and Y. Yu},
  journal     = {{IEEE} Transactions on Big Data}, 
  volume      = {1},
  number      = {2},
  pages       = {49--67},
  year        = {2015}, 
  addendum    = {(Preliminary version appeared in KDD, 2015)},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/petuum.pdf},  
  keyword     = {2015},  
}

@inproceedings{ChangYYH15,
  title       = {Searching Persuasively: Joint Event Detection and Evidence Recounting with Limited Supervision},
  author      = {X. Chang and Yao-Liang Yu and Y. Yang and A. Hauptmann},
  year        = {2015},
  booktitle   = {{ACM} Conference on Multimedia ({MM})},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/mm15.pdf},  
  keyword     = {2015},
}

@inproceedings{ZhengYX15,
  title       = {Linear Time Samplers for Supervised Topic Models using Compositional Proposals},
  author      = {X. Zheng and Y. Yu and E. Xing},
  year        = {2015},
  booktitle   = {ACM Conference on Knowledge Discovery and Data Mining {(KDD)}},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/kdd15.pdf},  
  keyword     = {2015},  
}

@inproceedings{ChangYHXY15,
  title       = {Semantic Concept Discovery for Large-Scale Zero-Shot Event Detection},
  author      = {X. Chang and Y. Yang and A. Hauptmann and E. Xing and Yao-Liang Yu},
  year        = {2015},
  booktitle   = {International Joint Conference on Artificial Intelligence {(IJCAI)}},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/ijcai15.pdf},  
  keyword     = {2015},  
}

@inproceedings{ChangYXY15,
  title       = {Complex Event Detection using Semantic Saliency and Nearly-Isotonic SVM},
  author      = {X. Chang and Y. Yang and E. Xing and Yao-Liang Yu},
  year        = {2015},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/icml15.pdf},  
  booktitle   = {International Conference on Machine Learning {(ICML)}},
  keyword     = {2015},  
}

@inproceedings{YuZMX15,
  title       = {Minimizing Nonconvex Non-Separable Functions},
  author      = {Yao-Liang Yu and X. Zheng and M. Marchetti-Bowick and E. Xing},
  booktitle   = {International Conference on Artificial Intelligence and Statistics {(AISTATS)}},
  year        = {2015},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/aistats15.pdf},  
  keyword     = {2015},  
}

@inproceedings{ChangYYX16,
  title       = {Not Equally Reliable: Semantic Event Search using Differentiated Concept Classifiers},
  author      = {X. Chang and Yao-Liang Yu and Y. Yang and E. Xing},
  booktitle   = {{IEEE} Conference on Computer Vision and Pattern Recognition {(CVPR)}},
  year        = {2016},
  keyword     = {2016},  
}

@inproceedings{LawYCX16,
  title       = {Closed-Form Training of Mahalanobis Metric for Supervised Clustering},
  author      = {M. Law and Y. Yu and M. Cord and E. Xing},
  booktitle   = {{IEEE} Conference on Computer Vision and Pattern Recognition {(CVPR)}},
  year        = {2016},
  keyword     = {2016},  
}
  

@inproceedings{ChengYZXS16,
  title       = {Scalable and Sound Low-Rank Tensor Learning},
  author      = {Hao Cheng and Yaoliang Yu and Xinhua Zhang and Eric P. Xing and Dale Schuurmans},  
  booktitle   = {International Conference on Artificial Intelligence and Statistics {(AISTATS)}},  
  year        = {2016},
  keyword     = {2016},    
}  
  

@inproceedings{ZhouYDLX16,
  title       = {On Convergence of Model Parallel Proximal Gradient Algorithm for Stale Synchronous Parallel System},
  author      = {Y. Zhou and Y. Yu and W. Dai and Y. Liang and E. Xing},
  booktitle   = {International Conference on Artificial Intelligence and Statistics {(AISTATS)}},  
  year        = {2016},
  keyword     = {2016},  
}
  

@unpublished{KandasamyYu15,
  title       = {Additive Approximations in High Dimensional Nonparametric Regression via the {SALSA}},
  author      = {K. Kandasamy and Y. Yu},
  note        = {Submitted},
  year        = {2015},
  keyword    = {preprint},  
}

%@unpublished{Xieetal15,
%  title       = {Distributed Machine Learning via Sufficient %Factor Broadcasting},
%  author      = {P. Xie and J. Kim and Y. Zhou and Q. Ho and A. Kumar and Y. Yu and E. Xing},
%  note        = {Submitted},
%  year        = {2015},
%  url_arXiv   = {http://arxiv.org/abs/1409.5705},    
%  keyword    = {preprint},  
% }

@unpublished{ChangYYX15c,
  title       = {Semantic Pooling for Untrimmed Video Analysis},
  author      = {X. Chang and Yao-Liang Yu and Y. Yang and E. Xing},
  note        = {Submitted},
  year        = {2015},
  month       = {Nov},
  addendum    = {Preliminary version appeared in ICML, 2015},
  keyword    = {preprint},  
}
  

@unpublished{YuZS14,
  title       = {Generalized Conditional Gradient for Sparse Estimation},
  author      = {Y. Yu and X. Zhang and D. Schuurmans},
  note        = {Submitted},
  year        = {2014},
  url_Paper   = {http://www.cs.cmu.edu/~yaoliang/mypapers/gcg.pdf},  
  keyword     = {preprint},  
}